{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Causal discovery with `TIGRAMITE`\n",
    "\n",
    "TIGRAMITE is a time series analysis python module. It allows to reconstruct graphical models (conditional independence graphs) from discrete or continuously-valued time series based on the PCMCI framework and create high-quality plots of the results.\n",
    "\n",
    "PCMCI is described here:\n",
    "J. Runge, P. Nowack, M. Kretschmer, S. Flaxman, D. Sejdinovic, \n",
    "Detecting and quantifying causal associations in large nonlinear time series datasets. Sci. Adv. 5, eaau4996 (2019) \n",
    "https://advances.sciencemag.org/content/5/11/eaau4996\n",
    "\n",
    "For further versions of PCMCI (e.g., PCMCI+, LPCMCI, etc.), see the corresponding tutorials.\n",
    "\n",
    "This tutorial compares PCMCI with FullCI. See the following paper for theoretical background:\n",
    "Runge, Jakob. 2018. “Causal Network Reconstruction from Time Series: From Theoretical Assumptions to Practical Estimation.” Chaos: An Interdisciplinary Journal of Nonlinear Science 28 (7): 075310.\n",
    "\n",
    "Last, the following Nature Communications Perspective paper provides an overview of causal inference methods in general, identifies promising applications, and discusses methodological challenges (exemplified in Earth system sciences): \n",
    "https://www.nature.com/articles/s41467-019-10105-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "## use `%matplotlib notebook` for interactive figures\n",
    "# plt.style.use('ggplot')\n",
    "import sklearn\n",
    "\n",
    "import tigramite\n",
    "from tigramite import data_processing as pp\n",
    "from tigramite.toymodels import structural_causal_processes as toys\n",
    "from tigramite import plotting as tp\n",
    "from tigramite.pcmci import PCMCI\n",
    "from tigramite.independence_tests.parcorr import ParCorr\n",
    "from tigramite.independence_tests.gpdc import GPDC\n",
    "from tigramite.independence_tests.cmiknn import CMIknn\n",
    "from tigramite.independence_tests.cmisymb import CMIsymb\n",
    "from tigramite.models import LinearMediation, Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "source": [
    "# PCMCI vs FullCI\n",
    "\n",
    "An alternative way to estimate the time series graph is to directly test links by their defining equation (FullCI)\n",
    "\n",
    "\\begin{align*}\n",
    "X^i_{t-\\tau} \\perp X^j_t ~|~ \\mathbf{X}^-_t\n",
    "\\end{align*}\n",
    "\n",
    "where $\\mathbf{X}^-_t=(\\mathbf{X}_{t-1}, \\mathbf{X}_{t-2}, \\ldots)$ is the past of the whole process. This is the approach of a *lag-specific* version of Granger causality or Transfer entropy. This approach gives lower detection power for two reasons:\n",
    "\n",
    "1. Smaller *effect size* of FullCI compared to MCI\n",
    "2. Higher dimensionality "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Smaller *effect size* of FullCI compared to MCI\n",
    "\n",
    "Consider the following system:\n",
    "\n",
    "\\begin{align*} \n",
    "Z_t &= a Z_{t-1} + c_{XZ} X_{t-1} + \\eta^Z_t  \\\\\n",
    "X_t &= a_{X} X_{t-1} + c_{WX} W_{t-1} + \\eta^X_t  \\\\\n",
    "Y_t &= a Y_{t-1} + c_{XY} X_{t-2} + c_{WY} W_{t-3} + \\eta^Y_t \\\\\n",
    "W_t &= a W_{t-1} + \\eta^W_t\n",
    "\\end{align*}\n",
    "\n",
    "with independent Gaussian white noise processes $\\eta^{\\cdot}_t$ with variances $\\sigma^2_{\\cdot}$. Considering the link $X_{t-2}\\to Y_t$, here it can be shown (see description paper) that the test statistic $I^{FullCI}(X_{t-2}\\to Y_t) \\leq I^{MCI}(X_{t-2}\\to Y_t)$ generally. In the paper this is proven for arbitrary models. Measuring a smaller effect size implies a lower power to detect this particular link:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setup analysis\n",
    "np.random.seed(42)     # Fix random seed\n",
    "links_coeffs = {0: [((0, -1), 0.9), ((1, -1), -0.25)],\n",
    "                1: [((1, -1), 0.95), ((3, -1), 0.3)],\n",
    "                2: [((2, -1), 0.85), ((1, -2), 0.3), ((3, -3), 0.3)],\n",
    "                3: [((3, -1), 0.8)],\n",
    "                }\n",
    "T = 100     # time series length\n",
    "N = len(links_coeffs)\n",
    "tau_max = 5\n",
    "realizations = 100\n",
    "alpha_level = 0.05\n",
    "\n",
    "var_names = [r'$Z$', r'$X$', r'$Y$', r'$W$']\n",
    "# # Define whole past\n",
    "# whole_past = {}\n",
    "# for j in range(N):\n",
    "#     whole_past[j] = [(var, -lag)\n",
    "#                          for var in range(N)\n",
    "#                          for lag in range(1, tau_max + 1)\n",
    "#                     ]\n",
    "def get_sig_links():\n",
    "    p_matrices = {'PCMCI':np.ones((realizations, N, N, tau_max+1)),\n",
    "                  'FullCI':np.ones((realizations, N, N, tau_max+1))}\n",
    "    val_matrices = {'PCMCI':np.zeros((realizations, N, N, tau_max+1)),\n",
    "                  'FullCI':np.zeros((realizations, N, N, tau_max+1))}  \n",
    "    for i in range(realizations):\n",
    "        data, true_parents_neighbors = toys.var_process(links_coeffs, T=T)\n",
    "        dataframe = pp.DataFrame(data)\n",
    "        \n",
    "        # PCMCI\n",
    "        pcmci = PCMCI(dataframe=dataframe, cond_ind_test=ParCorr())\n",
    "        results = pcmci.run_pcmci(tau_max=tau_max, pc_alpha=0.2)\n",
    "        p_matrices['PCMCI'][i] = results['p_matrix']\n",
    "        val_matrices['PCMCI'][i] = results['val_matrix']\n",
    "\n",
    "        # Condition on whole past\n",
    "        results = pcmci.run_fullci(tau_max=tau_max)\n",
    "        p_matrices['FullCI'][i] = results['p_matrix']\n",
    "        val_matrices['FullCI'][i] = results['val_matrix']\n",
    "\n",
    "    # Get true positive rate (=power) and false positive rate \n",
    "    sig_links = {'PCMCI':(p_matrices['PCMCI'] <= alpha_level).mean(axis=0),\n",
    "                  'FullCI':(p_matrices['FullCI'] <= alpha_level).mean(axis=0),}\n",
    "    ave_val_matrices = {'PCMCI':val_matrices['PCMCI'].mean(axis=0),\n",
    "                  'FullCI':val_matrices['FullCI'].mean(axis=0),}\n",
    "    return sig_links, ave_val_matrices\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sig_links, ave_val_matrices = get_sig_links()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We estimate how often a link was detected at the given ``alpha_level`` and plot this fraction as the width of the links while the average effect size for each link is given as the color:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HThiPrk89CaCu69pcVg51VGRLS6ZWkmQZv2UV4ZOtuc3aLVGtEHHT4FRc3z8FaiV/jyPX4k8UkZfIZhNKvny3ySAQdslVTgUBAChzcIsgcvDg+q8FQWAQ8DJREDC2SxwW3jwAj03siqQI56YUmqwSFmzOwW3/24GdJ8scn0DUDOwZIPIC2WpF6VfvwZi1r1FbyPAJCL/0aqevtWvmLNRkZ9tsH/zjcqijolpUJ7mfRZKx+lABPt2ai7OVRscnnHNJlzj8fWQHRHPWAbkAwwCRh8mShLLvF8Cwv/F9/uD+IxF+2QwIguDUtUwlJdg25Qqb7VxXwH+YrRK+33MaC7fkwmC2OnVOsFqB24a1x9Q+iVCIzv3MEDWFk42JPEiWZZSv/LLJIKDrNQjhl93gdBAAgPIdO+22Rw4ZbLedfIdKIeLa/ikYnRGHd9cfxfrsvw4obazGZMVbvx3Fj/tPY4jyFM4ePYDdu3ejvLwciYmJePbZZ9G+fXuH1yFiGCDyEFmWUbnmO+h3/t6oTZvRG5FTZ0EQmjeMp2LXLrvtkYMGNet65H1xoRo8PaUHtuWU4s212civcHzr4Me3nsCCHasQFRWF/v37IyEhAWvXrkVYWBj+85//eKBq8nccQEjkIdUbf0b15l8aPa5O74Ko6XdAUDR/cZnynbZ7BkStFmG9ezX7muQbBqdHYeHMAbhlcBpUCvu9RWVZO/HII4+gpKQEy5cvx6JFi9CnTx8UFhZ6qFrydwwDRG4myzKqNv6MyrVLG7WpEtMRff3fIShVzb6u8cwZGE/n22yPuOgiiGp1s69LvkOjVGD2sHQsvHkABqTangWi1AZh+fLl6N27N1JTU+sfr6m1eKJMagMYBojcSJYlVP7yDSp//b5RmzIuEdE33gNR07KNacp32r9FEDGEtwjaiuTIILxydS88ObkbooMbB7wOU+/GWTkMJ0oNMJv/3OlyZ145Pthw3OkBiRS4GAaI3ES2WlG29FNUb13TqE0RGYOYm+6HIsj5JWr/qsJBGLhwfQHyf4IgYEyXOHx2y0BM65eECycPRHcbjF63z0Nsv0sanCPL55Y1/nQ7Nh8v8XDF5E8YBojcQDKbULLkPRj2Nl4QSBERjZibH4AiNLzF15dl2e54AU1CAnQpKS2+PvmuYI0S/xjdCR/M6I/uCaFOnVNQVYvHftiP+WuzUWthLwE1xjBA5GKSoQYln89HbXbjBYWU7ZIRe+sjUEbGtOo5DHl5MBUV2WyPHDSoWVMUyf90jgvBO9f1w0OXZiBU49zEsKWZ+bjzi904UVzj+GAKKAwDRC5krSxD0SevwpTXeGdAdWonxM56sFU9AudVOFhfILyf/c2NqG0QBQFTeiXg81kDMalHvFPnnCipwd++2IUfMvO5GyLVYxggchFzSQGKFrwCS2HjEf7ajN6Iuek+iNoglzxXuYP1BUK793DJ85B/KMg7ge3//TeMu39s8Hj50T3Y+/5DKMva0eBxk1XCG2uzMXf5AVQYzCDiokNELmDKz0XJorch6asatQX1HYqIy2+GIDZ/HYGmyJJkd7EhZXg4tMlJLnku8g/z5s3D9u3bMXH8OISE1A1KnTBhAhISErB3714c+v4dDHzkk0bnbTxWgsMFO/Dvid3QLyXCs0WTT2EYIGql2hOHUbL4P5BNtY3aQoaNR9ilV7v0/r3++AmYy8pttof16MHxAgGmtLQUqampuO222wAAmzZtwsCBAzFw4EB8/vnn2Jf1tc1zi6tNmPNNJm4clIpZQ9KgVLDDOBAxDBC1guHgTpR+twCwNl7cJezSqxE6fILLn9PhLYIe3V3+nOTbpk+fjlmzZmHEiBFNtqeMvtbu+TKA//1xErvyyjB3UjckhDu3rTK1Hdy1kKiFanb8jvIfv0DdW+kFBBERl9+E4H7D3fK8h594CkWrV9ts7/nmG9yTIAAVFRWhuLjx5kbBwcGoVIbj2Z8OoaCyce9Vo+PVCsy5JAOXdI1zR5nkoxgGiJpJlmVUbViJqnXLGjcqVYiadjt0Xdw3mn/7NdNhzLe9DPHQX36GMtS5+ecUOKqMFrz+axbWZdmeknqhid3b4d4xnRGkds1YF/JtvDlE1AyyLKHi5yVNBgFBo0PMTfe5NQiYSsvsBgFdejqDADUpVKvEE5O74ZHxXaBVOX7r//lgAe5YtBNHChoPiqW2h2GAyEmy1YKy7xag5o91jdrEkDDEznoQmrTObq2h6sABu+1hHC9AdgiCgEk94vHhjf2REed4KexT5QbcvXg3Fu/Ig8RO5DaNYYDICZKpFiVfvgvD/u2N2hSRsYi99WGo4t2//G/VwYN220N7cH0BciwlMgjvXNcP1/ZPdnisRZLx/objeOT7fSipMXmgOvIGhgEiB6z6ahR/9gZqjzX+IFbFpyD21oehjIz1SC1V++33DHAmATlLrRTx95Ed8fJVvRAZ5HgL7e25Zbjt8x3YeoIbHrVFHEBIZIelpAAli9+DpfhMozZ1Wgair/87RK1npmHJViu2jJ8Iq17fZLuo1WLY6lUQlJwxTM1TWmPCvF8O44+cMqeOv7Z/Mv42ogMUItezaCvYM0Bkg+HwHhR++EKTQUDbtS9ibrrXY0EAAPS5uTaDAACEdO3KIEAtEhWsxrwre+HuUR2hdOID/qudp/DvZfuhNzVeX4P8E8MA0V/IkoSKX79H6ZL3INcaG7UH9RuBqOl3QFA67lp1JUe3CMJ6crwAtZwoCJh+UTL+c30/pEQ6DrlbT5TiH0v2oKCy8WuE/A/DANEFrPpqlCx6C9Ubf26yPWTERERcfpPL9hloDseDBzlegFovo10oPpjRH5Od2AXxeHEN7vxyFw6drfRAZeRODANE55hO56Dog+dQe/xQozZBqULkVbMRfslVXlv3v9Lh4EH2DJBrBKkVeHh8Fzw5uRuCNfaDb5nejPu+ysRvTi5mRL6JAwgp4MmyDP2ujSj/aXGTewwoImMRfd2dULVzPA3LXSw1NdgyfiIgSU22q+PiMPiH7z1cFQWCMxVGPPfTIRw44/i3/9uGpeOmQancKMsPsWeAAppsNqF82ecoX/G/JoOANqM34u54zKtBAACqjxyxGQSAup0KidwhIVyLN6b1wTgn9ir4eHMO5q06ApPF9s8q+SYOPaaAZSkvRulXH8B85mQTrQLCxlyBkIsnQhC8n5lrjh6z287xAuROaqWIxyZ2RUpUEBZszrF77KpDBThTacQzl/dAhM6zg2yp5bz/LkfkBcaj+1H43xeaDAKCLhjRN92L0JGTfSIIAEDN0aN220M5k4DcTBAEzBychicnd4NaYf91sfd0Bf7+5S7kltqeCku+xTfe6Yg8RJYlVK7/ESWL3oFsqGnUrkpIRdwdj0Hb0bd+09YfO267UaFASJcuniuGAtqYLnGYP72Pw1UL8yuMuHvxbuw86dxCRuRdDAMUMCRDDUq+/A+qflsGoPG42aB+I+qWFo6I8XxxdsiShJrjtsNASKdOUGi1HqyIAl33hDC8d8NFaB8dbPe46loLHv5+H1bsa7xwF/kWhgEKCOazeSj88AXUZu9r3KhQIuLymxF5xc0eX0jIGcbT+ZCMthd24XgB8ob4MC3eua4vBqdH2T3OKsl4dU0W3vv9GKwSJ6/5KoYBavP0mVtR9PFLsJYVN2pThEch9tZ/IviiEV6ozDk1xxwNHuR4AfKOYI0Sz0/tiav7Jjk8dsnOU3hixQEYzFYPVEbNxTBAbZZstaD8xy9QtnQhZIu5UbumQzfE3vFvqBPTPV9cMzgOA+wZIO9RigLuHdMJ943pBEfbGmw6VoJ7v9qDoupazxRHTmMYoDbJWlmGok9eRc2O9U22h148CdE33gtFUIiHK2s+e2FAEaSDLiXFg9UQNe2qvkl48cpeCFLbX7Ewu7Aad32xC1kFVR6qjJzBMEB+p6amBmfOnIHV2ri7UZZl6PduQ8H7z8J86kSjdkGjQ9T1f0fY2CshiP7x46+3EwZ0Kal+8++gtm9wehTeua4f2oVp7B5XXGPCvV/twYajjW/dkXfwXYT8QkVFBebOnYuePXsiJCQEiYmJCAoKwrhx4/DHH38AAKxVFShd8h7Kvl/Q5LRBZVwS4u54DLoufTxdfotZjUYY8k7ZbNelsleAfEuHmGC8d/1F6J4Qavc4o0XCkysOYPWhAg9VRvZwBULyC7fddhvWrFmDq6++Gv/85z8RFRWF3NxcfPTRRxg6dCi+ePUFXGw6C9nY9CInul6DEDHlJohq+7+x+Br9iROAne1DtMneXSaZqClRwWq8Ma0PXvrlCNYesb2BkSQDL/x8GJIsY0J3x7skkvuwZ4D8wpEjRzBz5kzMnTsXpaWl+P3335GWloZdu3bhsssuwyPPPg+LvrrxiQolwiddj8irbvW7IAAANfYWGwIQlJrqoUqImkejVGDupG64ZXCa3eNkAPNWHcFPB856pjBqEnctJL8wduxYHDp0CEVFRVCr1YiOjsapU6fw008/ITg4GCNHjsRPd1yNXol/LhikSmqPyKm3QBWb4MXKW+f4W2/j9JeLbbb3/ehDziYgn7f6UAFeXn0EZqv9j5uHLs3AlF7++3r1Z+wZIL/w2muvYfz48XjnnXdw9lgWNjzxDwDAwYMHER0dDQAwmM/tOqhUIWzcNYi99WG/DgIAYMjLs9uuTeFtAvJ947q1w+vX9EGY1v6d6VfXZGHZ3nwPVUUXYhggv9CvXz988sknuHlAd1QueBn3vflfhISEYNq0aVi5ciWUooAucZFQp3RE3J1zETpsfJsYZW88fdpmmzIiAqqwMA9WQ9RyvZLCMX96X4c7Gb7+aza+32P7557cgwMIyS9YyotRvuxzGI8fwqMrNmLFoRx8/fXXMBgMeOaZZ3DDgO5IvfImBA8a2yZCAFC3J4HxtO3fkoK4vgD5mQ4xwZg/vQ8e+CYTZfrGC4Gd9+a6o5BkGdf0Y8+XpzAMkE+TZQk129ejcs33kExGzP1pMxbtOowFCxZgwIABuPjii5EYGoQ3v1qGkLQO3i7XpUzFxZBMJpvtvEVA/ig9Ohjzp/fFnG8yUVJj++f77d+OQZKB6Rfx59wT2savUNQmWUqLUPzpG6j4aTEkkxFPr9qCT7cfxAcffIBx48Zh7NixUFjNWLNtOyLbWBAAAMMp+12lXHmQ/FVaVBDmT++DmGC13ePeXX8Mi3fYHzdDrsEwQD5HliVUb/0Vhe8/A1NuFgDgg8178dHW/Xj33Xdx+eWXY+zYsTh27BhOnD6DjIwumDhxIkx2fov2R/bGCwCAjtMKyY+lRAZh/rV9ERtif8rv+xuOY9EfJz1UVeDibQLyKZaSApQt+wymk0cbPL5o52HcdddduOuuu/DLL7/g7rvvrm/T6/V49NFHsXbtWkycONHTJbuNwzDA2wTk55IjdHjz3BiCgirbmxd9uOkErLKMmQ7WLKCWYxggnyBLdb0Blet+AJrYYRAAcnNz8e677wIAFIo/N0O58Ou2xOAoDHD1QWoDEiN0mD+9Lx74JhNnK402j1uwOQeSJGPW0HTPFRdAuOgQeZ3x+CFUrv4W5rNN3xsUNFos1evw5Hsfo6qq6Z3ORo4cieXLl0Oj8b9VBm3ZfettqD50uMk2dVwcBv/wvYcrInKfs5VGzPkmE/kVtgMBAMwcnIrZQ9MhCA72S6ZmYRggrzEX5qNizbeozd5v8xhNp56ImHIjlOFRHqzMN2wZPxEWG+EnvP9F6P3O2x6uiMi9CquMuP9rx4HgxoEp+L/h7RkIXIi3CcjjrNUVqFy3DPrdm2xuwiNodAifeC2C+gwNyBe8uaLSZhAAOJOA2qa4UC3evLYvHvg6E6fKDTaPW7Q9D1ZJxt8u7hCQ7w/uwDBAHiOZalG9ZTWqN/0C2Wx7sJA2oxciLrsRirBID1bnWxwPHmQYoLYpNkRTN6jw2704Wdr0LqQAsHjnKUgycNdIBgJXYBggt5MlCfo9m1G5bhmk6gqbxyljExB+6TXQdO4Z8C9uYz7DAAWu6BAN3pjWBw9+k4kcO4Hgq12nYJVl/GNUx4B/z2gthgFyG1mWUXvsACpWfwtLoe1ldcXgMISNuRxB/YZDENvmzIDmMhUV223XJid5qBIi74gOVuON6X0w55u9OFFSY/O4b3efRohaidnD0j1XXBvEMEBuYT6bh4rV36L2+CGbxwgqNUKGjkPIsPEQNVoPVuf7TCUldts1MTF224nagsggNd6Y1hsPfrsXx4ptB4JPt+UiMliFK/swJLcUwwC5lLWyDJXrfoB+z1YAtiaqCAjqNwxhY66AIjTCg9X5D3thQFSroQgJ8WA1RN4TEaTG69P64MFv9+JoUbXN495cexQROjVGZ8R6sLq2g2GAXEKqNaJ608+o3rIGso1FgwBA06kHwi+9Bqp2TPD2mIpthwF1TAzvj1JACdep8Pq03njo273IKmw6EMgAnv/5EMK0SlyUGriDj1uKexNQq8iSFdXb16Pg7cdRteEnm0FA2S4Z0Tfdh5gb72UQcIKpxPaYAXV0tAcrIfINYVoVXrumNzrGBts8xmyV8fjyA8gqsD0tl5rGngFqEVmWYczai8o138FSfNbmcWJoBMLGTkVQ7yEQRGZPZ9nrGVDFMAxQYArVqvDylb3wjyV7cMbG0sV6kxWPLN2Ht6/rh+QInYcr9F98d6ZmkWUZtTlZKP7sdZQu/o/NICCoNQgdcwXa3fMsgvsOYxBoBqm21u6CQ+wZoEAWHaLBK9f0RoROZfOYMr0ZD3+3FyU1DXcyLaq2vb5JoOM7NDlFlqzQH9iBoo/mofjT12DKyWr6QEFEcP+RaHfPcwgbeRlElf39yqkxU2mp3XaGAQp0yRE6vHRVL+hUtqci51cY8fD3e1Fda4Esy1i8Iw9PLD/gwSr9C28TkF2SyQj97s2o3vorrOUO5r5n9EbYpVdDFZvgoeraJkfTChkGiIAu7ULx3BU98Mj3+2CRmp65dKyoBo8v24/06GAszcyHKADVtRaEaPjR91f8jlCTrNUVqN62DjU71kM22l4BDABUCakIHz8NmvQuHqqubbM3XgAA1BwzQAQA6J8aiX9P7IpnVh6yOZF5z6kK7DlVt/KpJAN7T5VjWEeu0/FXDAPUgLnoDKq3rIZ+7zbAarF7rDK6HUJHXgZdr4EQBN5xchX2DBA5b0yXOJQZzHhr3VGnjt+VxzDQFIYBgizLMOVmo3rLLzBm7XN4vDq1E0KGjYc2oxdDgBuYiu3fjlFz9UGiBq7um4QyvQmfbzvp8Njdp8rdX5AfYhgIYLJkheHQblRvXg1zfo79gwUB2m79EDp0PNTJ7T1SX6Ay2xtAqFBAFRHhsVqI/MWtQ9NRVmPGiv1n7B53rKgG5Qaz3dkIgYhhIAA1Z1CgoFQhqN9whAy5FMooLvPpCZYq20uuqsLCOE2TqAmCIOCi1AiHYQAA9uSVc9niv2AYCCDNGRQoBoUieNAYBA8cBUUQ18H3JEuN7TCg5J4ERI3Isoyvd53Ce78fd+r4facrGAb+gmEgADR3UGDI0EvrVgzkGgFeYa2xvTubIjjIg5UQ+YfTFUasOVxoc0bBX+3Lr3BrPf6IYaCNkq0WGLP3o2bXRtRmc1CgP7FU2wsD7Bkg+qvkCB0+mHERDhdUYWlmPtYdKYLJKtk8/mhRNfQmC4LU/Ag8r019J2TJClPhWVgqKiCbTYAsQ1CqIGo1UMcnQaFr279VybIM8+kT0Gduhf7ADsgG2x8qdc4NChw2DurkDh6pkRyz2r1NYHuTFqJAJggCusWHoVt8GO4e1RE/HziLZXvP4FS5odGxkgwcPFOJAWlRDq9r1degNv80pFojJLMZgiBCUKuhDI+Apl08BIXtVRD9iV+HAVNRASq3b4Yx9zgMOcdgOnsassV2N7gyIgratPbQpqQjuEdfhPTo0yb+Iy1lxdDv3Qb93q2wlhY6PJ6DAn2bpcb2eA6OGSByLEyrwrX9UzDtomTsyC3DN7tP4Y+csgbH7DvdOAzIViuq9u5G1d49MOaegP7EMVjKbM/uEZRKaBKToevQCUHtOyB8yAho2sW75d/kboIsy87eZvEJlsoKVGzbgPINa2E4dgQQhLo/ku0uoYYEQCECVisUIaGIGD4G4cNHQ9chw6/2iJeMehgO7IR+71aYTjq32AYHBfo+2WLBxotH2WxPvHY6Oj5wv+cKImojckpq8O3u01h1sAAmq4SLUiLw+rQ+kGUZ+uzDKPt9HUrXr4W1qhJQKOo+U5z9eBTFumNlGUGduyJqzKWIGD4SqvAIt/6bXMlvwoC1phqF3y9Gyaof6v6TBMH5/yh7RAUgWaFN74jEWXchqHO31l/TTWSrFcZjB2DI3ArDkUyHgwHPU8WnILj/SAT14aBAX2euqMTWiZNstqfMnoX0O273YEVEbUu5wYxle/Px84GzeG9wMM4seA+GY9l1AcBqbf0TnP9sEhWIu/wqtJs+wy969Hw+DMhWK0rX/YyCJZ9CMhgA2dkegGYSRUCSED5kJNrdMBvqmDj3PE8zybIM85lc6DO3wrB/ByS97a1tLySGRiCo1yAE9RkCVVySm6skVzHm52P7NdNttre/5x9InnGDBysiantMhQXI++RDVG7+vf693y1EEQpdEBJumo2Y8ZN9+ra0T48ZMBWeQe7rz6E2L8f9T3buh6Hij42o3LEZCbfchaixE93/vDZYKkphODcOwFJ81qlzBJUG2m79ENRnCDTpXbg4jR+y2JlWCACKYA4gJGqN4l9W4tR/34F8PgC4Kwicu7a1phqnPngbxT+vQIdHn4Im3jd3dfXZMFB9IBMn33gOUq3Rs08sSZAlCfkfvw1DzlEk3nKXx9KcVGuA4eAu6PdugyknC3Bm1qwgQNO+K4L6DIG2a1+Iaq3b6yT3sdqZVggASoYBohaRrVbkffA2Sn5Z6ZXnN+adxOE5d6HDo08htFdfr9Rgj0+GgYptG5D37ivNG8DhBmVrf4a5tASp9/4LolrjlueQLWbUHj8M/b5tMB7eA9liduo8ZVwignoPQVCvQVCERbqlNvI8S7XtaYUAZxMQtYRUW4sTrzyHyp1/eLEIKySDAUefehTpDz6KyGEjvVdLE3wuDFTv34O8t1/yagioJ8uo3rMDp957DSn3Puqy2QbWmioYs/fBeCQTtccOQTbXOnWeGBKGoJ6DoOszBKp2yX41+4GcY9XbXyaatwmImkeWZeS88RIqd233/ueKLANWK3JeeR7Kp0IR2qefd+u5gE+FAVNJEU6++aK3y2hIllD5xyaU/LQUMZOvcni4/sAOiLpgaDv8OStBlmVYis7AmLUXxqy9MOUdh1O3AFC3JoC2Wz8E9R4MTYduEETfHYBCreeoZ0hUczYIUXMU/vAtKrZu9HYZjZx45Tl0feM9qGN9Y7C6z4QByWzGydefg2Q0eD+9NeHsFx9D174Tgrv1snlM9R/rUPHTEgQPGgNNWgZMJ7NhOLIXxqxMWMvs7w7YkABN+wzoeg+Brls/iBpd6/8B5BdkB1ObBKXPvGSJfF7Vvkzkf/qht8toTJZh1etxfN7TyJj3BkQfmPLtM+8sRUsXw5h7zCeDQB0BJ996EV3eXNho/IAsy6hatwxVG+oGpugzN0OfuQVybeNlMO1RxiQgqM8Q6HoNgjLc8TKZ1PZIFgdhwIenJhH5EqnWiJxXn3PdmjSuJllhOH4UZ7/6Aok3zvJ2Nb4RBqw1VShe+b1v/oedJ0uwVlagbN0qRE+44oKHrSj/8Qvod/3ZDSU7PQNCgCo5HbqM3tBm9IEyLpHjAAKc7GAhKUHJMEDkjOLVP8FS4eO7E8oyipZ9i7ip10AZEurVUnwiDJSsWl63sZAfKPrhK0SOnQRRpYJkMqL0mw9Rm73f6fMFlRqaDt2g7dIH2s69oAgJc2O15G9khz0DPvGSJfJpktmEgm8We7sMp0gmE4p//AHx193k1Tq8/s5iNeh9v1fgApaKMpRv+BXhg4ai5It3YD5z0uE5YmgEtBm9ocvoDU37LlwSmGxyPGaAPQNEjpSuXQ1LeZnjA32BLKPgh28Qe8XVXt1Z1+thoOZAJiSD/elUzrJIEi5f8TtGJsbi0QE9GrQ988c+bDlbgv+NH4pobWvWDBBQvnEtTAc2OdwhMGT4BOi6XwRVQioEgasBkmP2dt0E2DNA5IyyDb+5bKzAxoIi3Lt1j832cYnt8NLA3q16DkmvR9XePYgYPKxV12kNr7+z6LMOumyDCKUo4rbuHfDyzkO4q1dnRGjqfgP/6MBRrM47i8/HtTYIAIAMw/FspH/wJSxFZ2A6fQKm/FyYT5+ApaQQF04Z1HToBnVieiufjwIJewaIWke2WFCTdchlvc0DYqLwy4SGCwRJsoyndh/A4Yoq/F+X9q1/EoUCNYcOBHYYqDm0zzU7RZ0ztX0yPth/FF9m5eKuXp2x4sRpfLD/KD4cOxjpYa5ZvU02m1Cbnwdd+85QJ//5gyCZjDCfPQXzmZMwn82DtbQI6OC7uyCS91mtVpw8eRImkwnp6elO9AwwDBDZY8g5DtnkujFoWoUC2gted1ZZxuM79+FwRRU+GN4fncNcMPDPakX1gb2tv04reDUMSCYTDDnHXHpNlULE7G4d8MH+o+gRFY6n/tiHF4f2Qd9YFy7ZKwjQHzkEXfvODR4W1VpoUjtBk9rJdc9FbdKCBQvwySefYNeuXag5tzlRXFwcVsx50O55ItcZILKr+tABt00nPB8EthWV4v1hLgoC5+iPHYVkMnltYTGv3si21lS5ZceoazqlQBQE3PP7DtzXpwvGpbp4lyhRAXOFnwxOIZ9z8uRJ3HbbbQgNDcWTTz6JVatWYe3atSgsLMSmAwfsnsueASL7LOWlblmp1SrLmLtzf30QyAh38VRAyQprtXNb1LuDd3sGap1bk7+5NAoFBraLQoHeiJu7uuB+ThNkk3tqp7avsLBu4On9998Pk8kEWZYxfPhwAIDFwToDYBggsssdnyvng8DWohL3BIFz3PWZ6Ayv9gy4c2R0dnkVekVHuO36/A2NWqpjx44IDg7G+PHjMWXKFCxZsuTPRslO16ZCwUWpiBwQFErAhS+T80FgS2EJ3nNjEAC8u9y4V8OA2OqR/U0zWqw4UVmD7lHhbrk+IENw05bG1PZFRkYiMzMTy5cvR+/ef5mSJNp5F7NaIfvJehxE3iJqtS57nVhlGU/sOh8ELkIXNwYBABA13vtc8WoYUISEQeGGJRgPl1XCKsvoFuWm1f2sVmhT3XP7gQJDx44dMWXKFISENJzh4uhep6PZBkSBTpuW7pIZatK5ILDuTCGe698TMVoNio21Df5YXRjOFaFhUIR6b0Var44ZEAQBwd16oXLnVpcOJDxUVoEgpQJpoe7b+z0og1MGyfUcrSMgm82ASuWhaoj8T0jXHo4PcsKBskr8dOosAOCerbubPGb95NEIdcXrURQR0rO3V28Den2eUlCXHqjcscWl17whIx03ZKS79JoXUsXEQRXBXQXJ9RyNRZEsFnC0CpFtqqhoqGLiYC62v0KsI72iwrFr6jgXVeWALCOkey/PPJcNXl8jN7hbL7/ZlwDAuQTX19tVkJ+TZRlHjhypX2PgvDNl5Sg3m22fx9sERA6F9b0IcMP0QreRZYT0aN2Sxq3l9TCgS+9Y1+Uuer0U50hSgy2MiVriuuuuQ9euXZGZmdng8Ve++xZX7dqBrWVNr2Mh2wkKRFQndsqVgOS6lW3dShQR3K0ngjp09G4ZXn32c+KuvtEtiw+5nKhA6EWDOHiQWkWSJHz99dd4/PHHsW3bNsydOxdqtRrbtm3Dtm3b0KVbN2wsK236XIYBIod06R0QNmCwf/QOSBLir/fu9sWAD4wZAIDgnn2hTe8EY+5xQPbhUCBZEXfVDG9XQX5OEARER0fj119/RU5OTqP2goIC9NdomzxXtvjJbztEXhZ/3U2o3LHN22XYJ4rQte+I0N79vF2Jb/QMCIKAhJl34MId/3yOICJ82CjoOnR2fCyRHYIg4OOPP0ZoaCjy8vIa/Dm2Zw8GiSKuim96CW3Zwp4BImcEd+6CyJFjfPsWtCwj+ba7fGIxMUH2oVVMin/8Dme/+NjbZTQmitDEJ6Ljs29C1Db9GxuRKxT89DOynnnWZnvfBR8htBuntRI5w2ow4MhDd6P2TL5P3opOmn0H4qZO83YZAHykZ+C86MlXIWzgcEDwpbIECCo1Uh98gkGA3E5U2b9zJ5s5m4DIWQqdDh0eewaiSl23k6GvEEVEDBuJ2Cuu8XYl9XzpUxeCICDpb/dDk5LmG107ggCIAlLveQSa+CRvV0MBwNHa5BKnFhI1izYpGekPPVb3fu4LgUAUoU1NR+o9D/rE7YHzfOATtyGFLggd5r6MoIzu3v2PE0UIShXSH3kGof0Gea8OCiiiyv5e5t7c1YzIX4UPHIKOTzwPQaXy7i+agoDgbj2Q8cJrUOh03qujCT4XBgBAERSE9EefQ+SYCXUPeDoUiCJUkdHo+MzrCOnp/VGeFDgUIfaX0LbWVHuoEqK2Jaxvf3R5+S2oomI8HwjOfYZFj5+MTk/NgyLIfUvlt5RPhgEAEJUqJN12D5LverBuMyNPBIJzPyARI8ai4wtvcz0B8jilg427LFUMA0QtpUvvgK5v/AdRoy6pe8AToUAQoAgNQ9oDjyD1rvsg+ujeIj6xzoA9ESPGIrT/EBQv/wZFK76tW7rY1StLCQIgy9C174zQvv0Rc/l0h921RO6gdNAzYKlmGCBqDWVoGNLu+ydiL5uKUx/9BzWHD9Z/BriUqIAgCoi7ajraXX29z90W+CufmlroiKmoEEXLvkLFlt8gGQx1qa4100XO/QAEdemB6IlTETZwGI4/+jdItbWIGD0RkaMnQRke4bL6iRyx1NRgy6XjbbYn33wT2v/9Lg9WRNR2ybKMii0bUbjie9Qc3P9nD3RLPxZFBSBZIeqCEDlyDOKvuR7quHauK9iN/CoMnCdZzKjO3InyTb+haufWPxdiUSjqwkFT/ySFArBKOL+wkSY5DZEjL0H4kFFQRcfUH5b/4Ruo3LYeACAoVQgbMhJR466AJinN3f8sIsiyjI0jRtoMufFXXYnOD//Tw1URtX2mokKUbVqP0rWrYTyZc+5RAVCIgLWJ3mhBqPuF9FyboFIhfNBQRI26BKH9Bvjs7QBb/DIMXEiymGE6m4/avFwYT+XCmJcDS3kZJJMJkKwQ1GootDpoklKhSUmDNikNmuRUKEPDmrxe2W8/o+B/7zd6PKhrL0SMmYTQPoMcTv8iao0tEybBUlnZZFvsuEvR9ZmnPVwRUWCxVFbCmJcDQ24OjHm5MOadhNWgh2wyAaIIUaOBKiIS2rT20KWlQ5uaDk1Ckt8FgAv5/aeaqFRBm5wGbXIawl1wvaDOTa/upj+8D/rD+6CMiELEqAkIv3gcVBFRLnhGooaUoSE2wwAHEBK5nzIsDCE9ent9W2FP8tnZBN6iTkiBaGfah6W8FMU/fIljj9yO0++/DGt1lQero0Bgb0aBhT9vROQGDAN/IYgidB27Oj5QkhHUrU/dtEciF1KEhNhss1TXeLASIgoUDANNCMro4fCYxNvnIHLUBA9UQ4FGGWo7DLAniojcgWGgCUFdejo8pnzDL5DM3E6WXM/ubQKOGSAiN2AYaII2rSNErf0FIvSH9uLMgjch++C2mOTf7PUMSLW1dTNliIhciGGgCYJCAV3n7g6Pq9q+EYVfLYCfz84kH6O0M2YAAMzl5Z4phIgCBsOADUFde9V/rQi1PWmxbM0KlP78vSdKogChjom2224qKvZQJUQUKBgGbAg+N24gZuoN6PD8f6BJSbd5bNG3n6F8068eqozaOnVMjN322mKGASJyLYYBGzSp7ZF4x0OIufw6KIKCkXLfE1DFxNk8/uyn76J67w4PVkhtlTo21m67iWGAiFyMYcAGQVQgbNCI+r8rI6KQcv+TUIQ0vYwxJAmn338ZhmNHPFQhtVWOegYYBojI1RgGmkEdn4Tk++ZC0GibbJdNJuS99Rxqz5zycGXUlqjCw+3uf8ExA0TkagwDzaRr3xlJdz1StwtiE6SaKuS98TTMpUUerozaCkEU7Q4irC3mzxYRuRbDQAuE9OyHhNn32my3lBbh5CuPw1zCN21qGXu3CtgzQESuxjDQQuFDRiF2+iyb7eaignOBoNBzRVGbYTcMcMwAEbkYw0ArRE+4ElHjp9psNxfXBQJTcYEHq6K2wF4YsFRWQqqt9WA1RNTWMQy0Uuy0WxA2ZJTNdnNxYV0gKGIgIOdpHE0vLCnxUCVEFAgYBlpJEEUkzL4XoYMutnmMpaToXCA468HKyJ85XHioiONRiMh1GAZcQFAokHjb/QizFwjODSo0FZ7xYGXkrxyuNcAwQEQuxDDgIoJCgYTb7kfYYNu3DCylxXWBoICBgOzTxNm/TWDM588QEbkOw4AL1QWCexE2dLTNYyxlJTj56uMwFeR7rjDyO9qEBEAQbLYb8riwFRG5DsOAiwmiAgmz70HYsDE2j7GUldT1EJw97cHKyJ+IGg00cbb3wjCcYhggItdhGHADQVQgYdY/ED78EpvHWMpLcfKVx1HLQEA2aJOTbLYZGQaIyIUYBtxEEBWIv+VuhI+41OYxloqyukDAvQyoCbrkFJttpuJiWA0GD1ZDRG0Zw4AbCaKI+Jl/R/jF42weYz0fCPLzPFgZ+QOdnZ4BADCeZq8SEbkGw4CbCaKI+JvvQsTI8TaPsVaWMxBQI9rkZLvtHDdARK7CMOABgiii3U13ImL0RJvHWKsq6gLB6VwPVka+TOcoDHBGARG5CMOAhwiiiHY3/g0RYybbPKYuEMyF8VSO5wojn2VvACHAQYRE5DoMAx4kCALazbgdkWMvs3mMtboSea/OhTHvhAcrI1+k0GqhtrNHAW8TEJGrMAx4mCAIiLvh/xB56RSbx1irq5D32hMwHDvswcrIF9m7VcDbBETkKgwDXiAIAuKuuw2Rl15u8xhrdRVOvjIXlX9s9GBl5Gt0KbbDgKmoCFaj0YPVEFFbxTDgJXWB4FZEjrvC5jGyxYz8/76K4hVfQ5ZlD1ZHvsLhjII8zkAhotZjGPAiQRAQd+1sRE240u5xxUsX4cyCtyCZzZ4pjHyGvZ4BAKjJyvZQJUTUljEMeJkgCIiddguiJl5t97jKLeuQ98ZTsFZXeqgy8gXBHTvaba/OyvJQJUTUljEM+ABBEBB7zc2Iu/42+zvVZR1AzguPcIOjAKJNSoKo1dpsr2bPABG5AMOAjxAEAVGXXo6kux+FoLH95m8uPIOcF/8F/ZH9HqyOvEUQRQR37GCzvSY7G7IkebAiImqLGAZ8TGjfQUh75AUoI6NtHiPVVOHk60+hYtNaD1ZG3hLcqbPNNmtNDYz5+R6shojaIoYBH6RN7YC0f78CTart3whhteDMwrdQ9P0i/mbYxgV3cjRugLcKiKh1GAZ8lCoiCmmPvICQvoPsHlfy49fI/+9rkEy1HqqMPC24cye77TVHjnioEiJqqxgGfJio0SLp748gavxUu8dV7diEk6/OhaWi3DOFkUc5nlHAngEiah2GAR8niArEXTsb7W6+CxBt/3cZj2ch54V/ovb0SQ9WR56gDAmBJiHBZjunFxJRazEM+InIUROQct8TEHVBNo+xlBQhd96/UHNgtwcrI0+wN27AXFoKU3GxB6shoraGYcCPBPfoi7RHX4IqJs7mMZJBj7w3n0XZbz97sDJyt+BO9scNsHeAiFqDYcDPaBJTkPbYy9B26GL7IElCwf/eR8GSBZAlq+eKI7dxHAY4boCIWo5hwA8pwyKQ+tAzCB04wu5xZauX4fS782DVV3uoMnKXEAczCtgzQEStwTDgp0S1Bom3z0H0lOl2j6vO3I4TTz8A/dHDHqqM3EGbmAhRp7PZXsMwQEStwDDgxwRRROyVNyLh1vsAhdLmcZaSIpx8+bG6rZB528AvCQoFQrt1tdluPJ0PS1WVBysioraEYaANCB82BqkPPg0xONT2QZKE4qWLkPfakzCXlXiuOHKZsJ497bZXZ3PcABG1DMNAGxGU0QPpj70EVbtEu8fpj+zHiafuR9WePzxUGblKqIMwUHOEtwqIqGUYBtoQdbtEpD86D8E9L7J7nFRThdPvvICzX/wXktnkoeqotUJ79rDbzhkFRNRSDANtjCIkDMn3Po64a2+1O44AAMrXrkTu8w+jNj/PQ9VRa6gjI6FNSrLZXnWYg0SJqGUYBtogQRQRNf4Kp24b1J7KQc5zD6L899WQZdlDFVJLhfWyfavAkJMDU2mpB6shoraCYaAN06Z1RPu5ryFs2Bi7x8kmE85+9i7yP3iFaxL4OEfjBsp37PRQJUTUljAMtHGiVofEW+9Dwv89AFFre546AFTt2IwTT3FNAl/maEZB+Y4dHqqEiNoShoEAET5kFNKfeB3a9p3tHmcpPb8mwVdck8AHBXfsAFGrtdnOngEiagmGgQCijktA2iMvImri1fYPlCQUL/0CJ199AuZS7obnSwSlEqHdutlsrz1zBobTpz1YERG1BQwDAUZQKhE3bSZSHngKivBIu8casg7gxNMPoGr3Ng9VR85wNMWQvQNE1FwMAwEquEdftH/yDefWJHj3RZxd9F9IploPVUf22JtRAHDcABE1nyBzPllAkyUJZb+uQOE3nwFWi91jlQkp+DUkAWt27MaBAwdQXl6Odu3aoX///pgzZw66d+/uoaoDm6m0DNsum2KzXRUZgcErlkMQmfWJyDl8twhwgigialzdmgRqB2sSLFm/EXf/+wkUFhZi3LhxuPPOOzF06FCsXr0avXv3xpdffumhqgObOioSwZ1sb2lsLiuH/vhxD1ZERP6OYYAA1K1JkD73NYQPv8TmMbkVNUhPT8fSpUtx2WWXoXPnzrjjjjtw9OhRXHfddbj77rtRxZ3zPCJi0EC77eXbeauAiJzHMED1RK0OCbPvQeLtc5pckyAxRIfc3FzExsZiwoQJmDFjBvr164cvvvgCzz//PMrKyrB27VovVB54Ih2FAQ4iJKJmsL94PQWksMEjoe2QgfwPX4fx+J874U3rkgalKGJfURkK9UYEq5T48fhpZGZmYvLkyQAAi8X+uANyjbA+fSGo1ZBNTW80VbFnNySLBaKSL3Eicow9A9QkdWw80h5+ATFTb4CgVAEAlKKIKzolY1VOPnKVQTgbGY8ZM2bgwQcfxIsvvggA6BWq5h4HHqDQahDep7fNdqvegOqDhzxYERH5M4YBsklQKhFz+XVo//SbCO7RFwBQbbKgotaM559/HuvXr8eiRYuwd+9efPbZZwCA2sUf4tTbz8NUXODFygND5KBBdts5xZCInMUwQA6p2yUi+f4nkfi3hxDTrh3ah4dgxowZCAkJQVpaGjQaDdasWQNRFLHy2GnU7N2BE0/cg5KV30C2mL1dfpvlcBAhxw0QkZO4zgA5TZZlHNm/D/KWtVj7zWLoTWa8s+sI4rv1wLZt29CjRw/0hxGPDe1Vf446IRntbvwbgrv2snNlaglZkrBtyhUwl5U12S6oVBj6y89Q2NnLgIgIYM8ANcNDDz2Ebr37YMwT87ApJB47qs0oMhgRFxcHANDr9VCKQoNzTGdOIe/Vucj/eD4sleVeqLrtEkQREQMH2GyXzWZU7t3rwYqIyF8xDJDTVq1ahauvvhozZsxAbkERjgsazLhlFt5//32sXLkSOTk5GJXSrslzK7f8huOP342y9asgS5KHK2+7HI8b4K0CInKMYYCcptPpUFRUhKlTp2L58uXYsGED5syZg88//xw33HADhibGYlBCjM3zJX0NCj5/D7nz/gXjSa6Q5woRAx2NG+AgQiJyjGMGyGnLly/H7bffjoKChjMFtFotZs6ciafvmA399/+D6ewpxxcTRESMnoiYy6ZBGRHlpooDw84bb4L++ImmGwUBQ35eCVVYmGeLIiK/wjBAzWK1WnHw4EEcOXIERqMRCQkJGDZsGHS6uhULZYsZpb/8gOLlX0E2N70gzoUElRqRYyYhatLVUIaGu7v8NunY/DeRv+Qrm+3dXnwBMaNHebAiIvI3DAPkFqaiAhR8+SFq9jrXTS1otIi65DJEjb8SipBQN1fXtpRu2YIDcx6y2Z5wzdXo9NCDHqyIiPwNwwC5jSzLqN69DQVffghLWYlT54haHSLHXYGocVdAERTs5grbBqvBgC0TJkE2N72mgy4tDQMWf+HhqojInzAMkNtJRgOKly9B6eplgJMzCcSgYESNvxKRl06BoolNk6ihvf+4BxU7d9lsH/TDUmjiYj1YERH5E84mILcTtTrETZ+F9Cdehy6jh1PnSPoaFC9dhOP/+htKfv4eUm2tm6v0bw6nGO7kFEMiso09A+RRsixDf3APipZ+AeOJbKfPU4RFIHryNYgYNQGiSu3GCv1T1eHD2DP7NpvtMZeMRbfnnvVgRUTkTxgGyCtkWUbN3h0o+uFL1DZjzQFlZDSiJ09DxMWX1u+mSHVLE2+dPAWWioom20WdDkN/+hGiRuPhyojIHzAMkFfJkoTq3dtQvOxL1J4+6fR5yuhYxEy5FuFDx0BQKt1Yof848vSzKPz5Z5vt3V9+CdEXj/BgRUTkLxgGyCfIkoSqHZtQvGwxTGdPO32eKjYeMVdch7DBIyGICjdW6PuK1/+OQ/961GZ7u8smI+Pxf3uwIiLyFwwD5FNkqxWV235H8fLFMBcVOD7hHHV8EmKuuB6hA4ZDEANzXKzVaMTWSZdBMhqbbFeGhmLwyhUQ2ZNCRH/BMEA+SbZYULF5HYpXfAVLaZHT56niEhA5ehLCh4+FIjjEjRX6pkOPPY7idetstvd8cz4iB9nfz4CIAg/DAPk0yWxGxcbVKPnxG1jKS50+T1CrETZ4FCLHTII2tYMbK/Qthb+sxpEnn7LZnnD1Vej0T9urFRJRYGIYIL8gmWpRvn4VSlZ+C2tV0yPmbdF17IqIsZMQ1n9Ym5+BYKmpwdZJl9lcjVAVHY3By5YG7K0UImoawwD5FanWiLK1K1G66ntYq6uada4iNBwRI8cjYtR4qKLa7mp8+x98CGWbt9hs7/3+ewjv09uDFRGRr2MYIL9kNRpQtmY5Sn/5AZK+pnkniyJC+gxC5NhJCOraG4IguKdILzm7fAWyX3jRZnvSDdejw733eLAiIvJ1DAPk16z6apStWYGydT81+/YBAKjjkxExZiLCh42FQhfkhgo9z1xejq2XXW5zHwhNQgIGfvt1mwtBRNRyDAPUJsgWM6p2bkHZ2pUwHDvc7PMFjRbhQ0YjcuwkaJLS3FChZznauKjfJwsR0iXDgxURkS9jGKA2x3jyOMrW/YTKbeshm0zNPl+X0QORYycjtO9gv13dMP+bb3HstdebbBO1WnT618OI6NUdkqGmfrChoFJB1AVDHRff5gdaElFDDAPUZllrqlGxaS3KfvsJ5sIzzT5fGRFVN+Bw5HgoI6LcUKH71BYW4Y+pV9b/XRmqQ0S3DtDERADGaphLCm1vJy2KUMXEQ5vaHpqkNAT37g9NcjpvKxC1YQwD1ObJkoSag5koX7cS1Xt3AM39kVcoENytD0IHDkdo38F+s5jR3jv/BqXKCpXKCqm6AhDFun+7s/9+Qaj7I0lQtUtE+JDRCB18MdQx7dxbOBF5HMMABRRTcQHKf1uFio2rmz01EQCgUCK4W2+EDhiO0H6+GQzMxYUo/PZTVO/cUvdh7qqX+LlrhfQfirhrboEqJs411yUir2MYoIAkmU2o2r4JZetWwngiu2UXOd9j4CPBQDIaUPLTdyj9ZWldALB1G6C1RBEQBESNvxLRk66GqNW553mIyGMYBijgGXKOonztSlT+sQGypemV+xy6MBj0HQRFSKhri3RAn30Q+e+/XNfb4amXtCBAERKGxDv/iaDO3T3znETkFgwDROdYqipRsXENytf/DHNxYcsv5OFgUL5+FQq+/LB54wFc5dy4gnY33I6IURM8+9xE5DIMA0R/IUtW1OzbhbJ1P6HmwB5AbkV3e30wGFY3+NCFwUCWZZQsX4KSFV+57JqtET3lWkRffh1nHRD5IYYBIjssVRWo3rUVlTs2QX94v08Fg9JffkDRN5+26hquFjvtFkSNn+rtMoiomRgGiJz0ZzDYDP3hfa0PBl17I3TAMAT3vAiqyOhmna4/sh95rz/p+dsCjggCUuY8g6AuPbxdCRE1A8MAUQs0CAZH9rV65L46MRXBPfoiuEdfBHXuAVGjsXmsuawEOc88AEmvb10gcQdBhBgUjPZPvuF3CzURBTKGAaJWslRVoHr3NlRu3+SSYCAoldB17o7g7nXhQJOcDkEU69vz5j9d1zPhrqmDrSWKCOraCyn3P+ntSojISQwDRC5kqapE9e7zYwxc84GtCItAcPc+CO7RF8rwKJya/7QLKnW/1Edfgq59Z2+XQUROYBggchN3BANd5+4wnsjy3V6B80QRwT36Ifmef3u7EiJyAsMAkQfUBYNtqNyxscXBQNDqAFOtG6pzn7S5r0Gb0t7bZRCRA6LjQ4iotZShYYgYOQ6pc55Gp9c+QfzMuxHSd1CzlvJVRUTWLQXcCo/8tgN3rdrS4LGtp4vQ9cPv8dofBxo8/sm+oxj+v5WotVhb9mSiiKqdWxwfR0Re55+btRP5sfPBIGLkOMgWCwwnslBzYA9qDu6B8cRRmzMEZKvU6tsDYWo1TlfpGzy2cF821AoR1aY/l2K2SjI+338MM7p3gEapaNmTSRIMWQccH0dEXscwQORFglKJoM7dEdS5O2KvnAFrdRVqDu9DzcHdqNm/B5bSovpjLeUlrX6+UI0K1SZL/d+Pl1dh8+kiXJ2RiqoLwsDqnHyUGGoxo3vruvgNJ7IhW8wQlKpWXYeI3IthgMiHKEJCETZgGMIGDIMsyzAX5KPm4B5U79kO/eG9rb5+qEqJavOfH/oL9x3F5A5J6BgZhk2nCi54PBtTO6cgUmt7vQOnWC0wnjwBXYeM1l2HiNyKYwaIfJQgCFDHJyFy7GWIGDPJJdcM06jqewBKDbVYnp2HW3t3RqhaWd9jsKegFHsLy3BLr04ueU5LZblLrkNE7sMwQOQHZBfNIghRq1Bz7kN/0cHjuCg+Gl2iwxGiUqHqXI/Bwn3ZGJMWjw4RrtlUSa41uuQ6ROQ+DANE/kDRwkF8fxGmVsEiyyg3mrD40Anc2rvut/8QtRLVJjNOVdVgTc4ZzO7lusWCBAXvRhL5OoYBIj8gqlt57/6cUHXdQL5FB48jRqfBiOR2AOp6DKpMFny+/xi6RYdjYEKMS54PAAQ7+ywQkW9gGCDyA5qkNJdc53wY+HTf0Qa//YeolKgxm/HNkVzM7u3aJYRdVTsRuQ/DAJEfUEXHQhEW0errhGnqwoBOpcBlnZLrHw9VqyDJQLhGhQntE1v9POcpwiOhinJdLwMRuQeXIybyE/kfvla3op+v70twnigitP8wJN4+x9uVEJED7Bkg8hNBGT0Bf8rukoSgjB7eroKInMAwQOQnwgaPbNZeBt4m6oIQNnikt8sgIicwDBD5CVGrQ9T4qYAgeLsUxwQBUeOv9KvwQhTIGAaI/EjEmMkQVGpvl+GQoNa4bNVEInI/hgEiP6IICkbMlTO8XYZDMVNvgCIo2NtlEJGTGAaI/EzkJVMQ0m8IIPjgy1cQEXLRUEReMsXblRBRM/jguwkR2SMIAhJm3wNVbBwg+tBLWBShim2HhFn/gOAP4xqIqJ4PvZMQkbNErQ5Jdz8GURvkG4FAFCFqg5B096McNEjkh7joEJEfMxXkI++1J+q2CfbWYkSiCGVYBFIefAbqdq5bvZCIPIdhgMjPWSrLcfq9l2A8nuX5RYkEAboOXZB418NQumC5ZCLyDoYBojZAtlhQsvIblPz0HSBL7u8lEEVAEBE96WpET54GQcltion8GcMAURtiLilC0befoWrHproPbFeHgnPXDB04ArFX3wxVdKxrr09EXsEwQNQGGY4dRslP36Fm/25AstatWtjSl/r5c0UFgnv2Q/Ska6Dr2MW1BRORVzEMELVh1ppqVO3agsqt62HIPvhng0IBWK1Nn/SXNl3n7ggbMgqhFw2FIjjEzRUTkTcwDBAFCMloQG1+HmrzT8J0+iRqT+fCWlMN2WIGAAhKFRTBIdAkpUGdlApNYio0iSmcKkgUABgGiIiIApwPrFZCRERE3sQwQEREFOAYBoiIiAIcwwAREVGAYxggIiIKcAwDREREAY5hgIiIKMAxDBAREQU4hgEiIqIAxzBAREQU4BgGiIiIAhzDABERUYBjGCAiIgpwDANEREQBjmGAiIgowDEMEBERBTiGASIiogDHMEBERBTgGAaIiIgCHMMAERFRgGMYICIiCnAMA0RERAGOYYCIiCjAMQwQEREFOIYBIiKiAMcwQEREFOAYBoiIiAIcwwAREVGAYxggIiIKcAwDREREAY5hgIiIKMAxDBAREQU4pbcLuJC6360QlWoIogKCqIBC9efXgij+2aZQQFSqIda3KRq1CaICoihAEAUoFCKEv3wtigJEhVB/jN02QYBCKUIhClCIAtTnvlbW/13xZ5viz+OUFxyraOprQYAoCFAIgEoh1n+tVIhQCKj7uyhAJQpNfF3XrhLF+q8VggBBAEQBEAScuz4gAFCIAkSg7t8iov5rUQAUwoVf111DkGVAliBIFqDB11LdH8l2myBLgNX659eSBZCskCUJsJggW62AJNU9ZjFDlqx1X5vNwPmvzx97/jiz6c9zJCskswWyVYIsSZBMFkjWunNkqwTJbIFk/fNr+dzXVrMF8gXHWU2WC762QpZkSFb53N/PnS/JdW1WGbJVhmSVYDVL564pw2q2njvnz/MkWYZVlmGSZFhl/OXrv/697msJdV9bZZxr+/Pr9+Ucr74uXYWvb76++fr23dc3ewaIiIgCHMMAERFRgGMYICIiCnAMA0RERAGOYYCIiCjAMQwQEREFOIYBIiKiAMcwQEREFOAYBoiIiAIcwwAREVGAYxggIiIKcAwDREREAY5hgIiIKMAxDBAREQU4hgEiIqIAxzBAREQU4BgGiIiIAhzDABERUYBjGCAiIgpwDANEREQBjmGAiIgowDEMEBERBTiGASIiogDHMEBERBTgGAaIiIgCHMMAERFRgGMYICIiCnRyG2U0GuUnn3xSNhqN3i6lEV+uTZZZX2v4cm3exO+L7+D/he/wpf8LQZZl2duBxB0qKysRHh6OiooKhIWFebucBny5NoD1tYYv1+ZN/L74Dv5f+A5f+r/gbQIiIqIAxzBAREQU4BgGiIiIAlybDQMajQZPPvkkNBqNt0tpxJdrA1hfa/hybd7E74vv4P+F7/Cl/4s2O4CQiIiInNNmewaIiIjIOQwDREREAY5hgIiIKMC1uTDw0EMP4eKLL8aNN94Ik8nUoM1gMGDKlCkYNWoUxo0bh9LSUp+q77wXX3wRAwYM8HpNFosFs2bNwsUXX4z77rvPY/U4W995nv5+XchWbb7ws+YrfPFnPpD4+us7kPjye1mbCgO7d+/G2bNnsWHDBnTv3h3ffPNNg/affvoJPXv2xPr163Httdfi888/96n6AKCqqgr79+/3iZqWL1+O5ORkbNiwAXq9Hps3b/ZYXc7UB3j+++Vsbd7+WfMVvvgzH0h8/fUdSHz5vQxoY2Fgy5YtGD9+PABg4sSJjX64O3fuDL1eDwAoLy9HbGysT9UHAG+++Sbuvvtun6jJmXq9WR/g+e/XhezV5u2fNV/hiz/zgcTXX9+BxJffy4A2FgbKy8vr13cODw9v1DXbsWNH7N+/Hz179sRnn32GK6+80qfqq6iowL59+zBs2DCfqMlRvd6uzxvfL2dr8/bPmq/wxZ/5QOLrr+9A4svvZQCg9Nozt8LZs2cxbdq0Ro9PmjQJlZWVAOq+8VFRUQ3aP/30U4wePRpPPPEEvvvuOzzzzDOYN2+ez9Q3f/58/OMf/3B5PfZERkbarMlemy/U543v14Xs1eapnzVf4U8/84HE11/fgcSX38sAP+0ZiI+Px8aNGxv9mTx5Mn755RcAwKpVqzB8+PBG557/D4iIiEB5eblP1Xf06FE8//zzmDhxIrKzsz3y4TFkyBCbNdlr8xR7NXjj++VsbYBnftZ8hT/9zAcSX399BxJffi8DAHh3B2XXe/DBB+URI0bIM2bMkGtra2VZluU77rhDlmVZrqiokCdPniyPGjVKHj58uHzkyBGfqu9C/fv391pN5+sxm83yzJkz5REjRsj33HOPx+pxtr4LefL7dSFbtfnCz5qv8MWf+UDi66/vQOLL72VcjpiIiCjA+eVtAiIiInIdhgEiIqIAxzBAbvHbb79BEIT6gXOffPIJIiIivFoTUaAbPXo07r///vq/p6enY/78+V6rh3wHw0Ab4soP3JycHAiC0OjPTTfd5JLrA4DJZMLLL7+MPn36ICgoCDExMRg+fDgWLlwIs9kMAJg1a1bAztEnasqsWbOafG0ePXrUJdffvXs3pk+fjnbt2kGr1SIjIwO33347srKyAPz53rBnzx6XPB/5Br9cZ4A8Z82aNejRo0f933U6nUuuazKZMGHCBGRmZuLZZ5/F8OHDERYWhq1bt+LVV19Fv3790LdvX5c8F1FbM3HiRCxcuLDBY65Y5XLFihW45pprMGHCBCxatAgdO3ZEYWEhvv76a8ydOxdLlixp9XOQb2LPgA/5+eefMWLECERERCA6OhpTpkzBsWPHADTudgeAPXv2QBAE5OTk4LfffsPs2bNRUVFR/5vCU089BQAoKyvDzJkzERkZiaCgIEyaNAnZ2dlO1RQdHY34+Pj6P+Hh4U3+ZlBeXg5BEPDbb785dd358+fj999/x6+//oq7774bffv2RYcOHTBjxgxs27YNnTt3duo6RIFIo9E0eF3Gx8fjtttua9SLdv/992P06NFOXVOv12P27NmYPHkyli1bhksvvRTt27fH4MGD8eqrr+KDDz5w/T+EfAbDgA+pqanBnDlzsH37dvz6668QRRFXXXUVJElyeO6wYcMwf/58hIWF4cyZMzhz5gweeughAHXdijt27MCyZcuwZcsWyLKMyZMn13fFe8OiRYtw6aWXol+/fo3aVCoVgoODvVAVUeBatWoViouL8fDDDzfZzjE/bRtvE/iQa665psHfP/74Y8TFxeHgwYMOz1Wr1QgPD4cgCIiPj69/PDs7G8uWLcOmTZvq171etGgRUlJSsHTpUkyfPt3udYcNGwZR/DMzbtiwAZGRkc35ZzUpOzvb6d9YiKihFStWICQkpP7vkyZNanWAPt9b2LVr11Zdh/wTewZ8yLFjxzBjxgx06NABYWFhaN++PQDg5MmTLb7moUOHoFQqMXjw4PrHoqOj0aVLFxw6dAhA3RtJSEgIQkJCGowPAIAlS5Zgz5499X+6d+/e4louJMsyBEFwybWIAs2YMWMavC7feuutVl+T688FNvYM+JDLL78cKSkp+PDDD5GYmAhJktCzZ0+YTKb63wIufME6081v6wV+4YfxRx99BIPBAKCui/5CKSkp6NSpU4PHzvcUNLeWC2VkZNSHESJqnuDg4CZfl399vTfndZmRkQEAOHz4MIYOHdr6IsmvsGfAR5SUlODQoUN4/PHHcckll6Bbt24oKyurbz8/UvjMmTP1j/11ao9arYbVam3wWPfu3WGxWLBt27YGz5WVlYVu3boBAJKSktCpUyd06tQJaWlpDmt1phZHZsyYgTVr1mD37t2N2iwWC2pqapp1PaJAFxsb2+A1CTTvdTl+/HjExMTg5ZdfbrK9rW+2FegYBnxEZGQkoqOj8d///hdHjx7F2rVrMWfOnPr2Tp06ISUlBU899RSysrLw448/4rXXXmtwjfT0dFRXV+PXX39FcXEx9Ho9OnfujKlTp+L222/Hxo0bkZmZiZtuuglJSUmYOnVqi2rV6XQYMmQI5s2bh4MHD+L333/H448/3qxr3H///Rg+fDguueQSvPvuu8jMzMTx48fx1VdfYfDgwU7PdiCiOmPHjsWOHTvw2WefITs7G08++ST279/v9PnBwcH46KOP8OOPP+KKK67AmjVrkJOTgx07duDhhx/GnXfe6cbqydsYBnyEKIpYvHgxdu7ciZ49e+KBBx7AK6+8Ut+uUqnw5Zdf4vDhw+jTpw9eeuklPPfccw2uMWzYMNx555247rrrEBsbW5/wFy5ciP79+2PKlCkYOnQoZFnGypUrG90SaI4FCxbAbDZjwIABuO+++xrV4ohGo8Hq1avx8MMP44MPPsCQIUMwcOBAvPXWW7j33nvRs2fPFtdGFIgmTJiAuXPn4uGHH8bAgQNRVVWFmTNnNusaU6dOxebNm6FSqTBjxgx07doVN9xwAyoqKpr9Gif/wl0LiYiIAhx7BoiIiAIcwwAREVGAYxggIiIKcAwDREREAY5hgIiIKMAxDBAREQU4hgEiIqIAxzBAREQU4BgGiIiIAhzDABERUYBjGCAiIgpwDANEREQB7v8BxwdxZLfVpfYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Showing detection power as width of links\n",
    "min_sig = 0.2\n",
    "vminmax = 0.4\n",
    "graph = (sig_links['PCMCI'] > min_sig)\n",
    "tp.plot_graph(val_matrix=ave_val_matrices['PCMCI'],\n",
    "              graph=graph, var_names=var_names,\n",
    "              link_width=sig_links['PCMCI'],\n",
    "              vmin_edges=-vminmax,\n",
    "              vmax_edges=vminmax,\n",
    "\n",
    ")\n",
    "graph = (sig_links['FullCI'] > min_sig)\n",
    "tp.plot_graph(val_matrix=ave_val_matrices['FullCI'],\n",
    "              graph=graph, var_names=var_names,\n",
    "              link_width=sig_links['FullCI'], \n",
    "              link_colorbar_label='FullCI',\n",
    "              node_colorbar_label='auto-FullCI',\n",
    "              vmin_edges=-vminmax,\n",
    "              vmax_edges=vminmax,\n",
    "); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Evidently, the power of FullCI is lower mainly due to FullCI's test statistic effect size being smaller. MCI has been constructed to estimate a certain notion of *causal strength* as discussed in the paper. MCI, thus, alleviates the effect of other dependencies on a particular link. In large-scale studies, this feature allows to rank links by their causal strength."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Higher dimensionality \n",
    "\n",
    "An obvious drawback of FullCI is that it always includes the whole past as a condition leading to very high estimation dimension which results in lower power. In the following we consider a model with many irrelevant independent variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setup analysis\n",
    "np.random.seed(42)     # Fix random seed\n",
    "links_coeffs = {0: [((0, -1), 0.9), ((1, -1), -0.25)],\n",
    "                1: [((1, -1), 0.95), ((3, -1), 0.3)],\n",
    "                2: [((2, -1), 0.85), ((1, -2), 0.3), ((3, -3), 0.3)],\n",
    "                3: [((3, -1), 0.8)],\n",
    "                }\n",
    "T = 80     # time series length\n",
    "tau_max = 5\n",
    "realizations = 100\n",
    "alpha_level = 0.05\n",
    "n_variables = 9\n",
    "\n",
    "# Add independent autocorrelated variables\n",
    "for d in range(4, n_variables):\n",
    "    links_coeffs[d] = [((d, -1), 0.2 + np.random.rand()*0.7)]\n",
    "    \n",
    "var_names = [r'$Z$', r'$X$', r'$Y$', r'$W$'] + list(range(4, n_variables))\n",
    "\n",
    "N = len(links_coeffs)\n",
    "# # Define whole past\n",
    "# whole_past = {}\n",
    "# for j in range(N):\n",
    "#     whole_past[j] = [(var, -lag)\n",
    "#                          for var in range(N)\n",
    "#                          for lag in range(1, tau_max + 1)\n",
    "#                     ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This cell may take some minutes\n",
    "# sig_links, ave_val_matrices = get_sig_links()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Showing detection power as width of links\n",
    "# min_sig = 0.05\n",
    "# vminmax = 0.5\n",
    "# graph = (sig_links['PCMCI'] > min_sig)\n",
    "# tp.plot_graph(val_matrix=ave_val_matrices['PCMCI'],\n",
    "#               graph=graph, \n",
    "#               link_width=sig_links['PCMCI'],\n",
    "#               vmin_edges=-vminmax,\n",
    "#               vmax_edges=vminmax,\n",
    "#               var_names = var_names,\n",
    "\n",
    "# )\n",
    "# graph = (sig_links['FullCI'] > min_sig)\n",
    "# tp.plot_graph(val_matrix=ave_val_matrices['FullCI'],\n",
    "#               graph=graph, \n",
    "#               link_width=sig_links['FullCI'], \n",
    "#               link_colorbar_label='FullCI',\n",
    "#               node_colorbar_label='auto-FullCI',\n",
    "#               vmin_edges=-vminmax,\n",
    "#               vmax_edges=vminmax,\n",
    "#              var_names = var_names,\n",
    "\n",
    "# ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here adding just 5 independent variables makes it already impossible to detect the true links with FullCI, while PCMCI still detects them with almost the same power as before while still well controlling false positives at the expected 5% level (note that only 100 realizations were used to estimate the false positive rates making them not very reliable while the true positive rates are more reliable):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean true  positives PCMCI  0.781\n",
      "Mean false positives PCMCI  0.054\n",
      "Mean true  positives FullCI     0.471\n",
      "Mean false positives FullCI     0.052\n"
     ]
    }
   ],
   "source": [
    "# true_links = np.zeros((N, N, tau_max+1))\n",
    "# for var in list(links_coeffs):\n",
    "#     for par in links_coeffs[var]:\n",
    "#         true_links[par[0][0], var, abs(par[0][1])] = True\n",
    "# # print true_links\n",
    "# print (\"Mean true  positives PCMCI \", np.mean(sig_links['PCMCI'][:,:,1:]\n",
    "#                                                 [true_links[:,:,1:]==True]).round(3))\n",
    "# print (\"Mean false positives PCMCI \", np.mean(sig_links['PCMCI'][:,:,1:]\n",
    "#                                                 [true_links[:,:,1:]==False]).round(3))\n",
    "# print (\"Mean true  positives FullCI    \", np.mean(sig_links['FullCI'][:,:,1:]\n",
    "#                                                 [true_links[:,:,1:]==True]).round(3))\n",
    "# print (\"Mean false positives FullCI    \", np.mean(sig_links['FullCI'][:,:,1:]\n",
    "#                                                 [true_links[:,:,1:]==False]).round(3))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tigenv",
   "language": "python",
   "name": "tigenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
